Kalman filtering for energy disaggregation
Sign Up to like & getrecommendations! Published in 2018 at "IFAC-PapersOnLine"
DOI: 10.1016/j.ifacol.2018.06.219
Abstract: Abstract Providing the users information on the energy consumed in the household at the appliance level is of major importance for increasing their awareness of their consumption behavior. In this paper, we propose a technique… read more here.
Keywords: disaggregation; kalman filtering; energy; energy disaggregation ... See more keywords
Real-Time Energy Disaggregation Algorithm Based on Multi-Channels DCNN and Autoregressive Model
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3211427
Abstract: Energy disaggregation refers to the process of obtaining the energy consumption of several appliances in a house by disaggregating the aggregate power consumption measured by an electrical meter. Currently, deep learning methods are widely applied… read more here.
Keywords: energy; disaggregation; energy disaggregation; real time ... See more keywords
Energy Disaggregation of Stochastic Power Behavior
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3220801
Abstract: Nonintrusive identification of the energy consumption of individual loads from an aggregate power stream typically relies on relatively well-defined transient signatures. However, some loads have non-constant power demand that varies with loading conditions. These loads,… read more here.
Keywords: energy disaggregation; power; behavior energy; power behavior ... See more keywords
An Energy Disaggregation Approach Based on Deep Neural Network and Wavelet Transform
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2021.3130416
Abstract: Energy disaggregation allows identifying individual consumption of different appliances using only the aggregated signal measured from a single point. This work proposes a neural network trained with wavelets reduced data to perform energy disaggregation. Besides… read more here.
Keywords: neural network; consumption; wavelet transform; disaggregation ... See more keywords
Analysis Co-Sparse Coding for Energy Disaggregation
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Smart Grid"
DOI: 10.1109/tsg.2017.2743763
Abstract: Energy disaggregation is the task of segregating the aggregate energy of the entire building (as logged by the smartmeter) into the energy consumed by individual appliances. This is a single channel (the only channel being… read more here.
Keywords: disaggregation; energy disaggregation; sparse coding; energy ... See more keywords
Multi-scale residual network for energy disaggregation
Sign Up to like & getrecommendations! Published in 2019 at "International Journal of Sensor Networks"
DOI: 10.1504/ijsnet.2019.10021955
Abstract: Energy disaggregation technology is a key technology to realise real-time non-intrusive load monitoring (NILM). Current energy disaggregation methods use the same scale to extract features from the sequence, which makes part of the local features… read more here.
Keywords: energy disaggregation; network; multi scale; disaggregation ... See more keywords